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2695 postsTesting AI Agents: The Bug Hides in the Answer, Not the Trace
An AI agent passed eight straight safety tests, then silently broke one - a case study in why traces, not answers, reveal agent failures.
'Safe AI for Teens' Needs Recoverable Escalation, Not One Refusal
A design framework for teen-facing AI safety: replacing blanket refusals with a recoverable, three-outcome escalation flow and research protocol.
Reading AI Memory OSS as a Backend System, Not a Prompt
A 10-question framework for evaluating AI memory OSS as backend infrastructure, using Honcho's pinned source and change history as a case study.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comHugging Face Discloses Breach Driven by an Autonomous AI Agent
Hugging Face discloses a breach by an autonomous AI agent, detected via LLM-based analysis after commercial models blocked forensic work.
Bernstein 3.x recap: deterministic replay, evidence bundles, tournament runs
Bernstein 3.x recap: deterministic replay, signed evidence bundles, tournament runs, and durable, resumable runs engineers can verify offline.
Bernstein 2.16: The Output-Economy Suite and Safer Agent Summaries
Bernstein 2.16 adds per-role cost attribution, a cost-quality A/B harness, safer proactive context compaction, and schema-enforced completions.
Engineer builds a true-scale universe atlas with AI in one week
A solo engineer used Claude Code and Fable to build a true-scale universe atlas with 8.4M real stars, running on raw WebGPU in one week.
Building APIs for AI Agents: A Practical Playbook
How crmkit's agent-first API design reshapes conventions: text over JSON, short IDs, bulk operations, and self-documenting endpoints.
SAML Replay Flaw: Signed Assertion, Unsigned Response Envelope
SAML's InResponseTo field is unsigned and strippable, letting attackers bypass replay protection; the fix is binding checks to the signed assertion ID.
Restura: One Free API Client for HTTP, gRPC, Kafka and MCP
Restura is a free, local-first API client covering HTTP, GraphQL, gRPC, Kafka, MQTT and MCP — for web, desktop, and self-hosted Docker.